literature.bib

@article{poupart_online_2016,
	author          = {Poupart, Pascal and Chen, Zhitang and Jaini, Priyank and Fung, Fred and Susanto, Hengky and {Yanhui Geng} and {Li Chen} and Chen, Kai and {Hao Jin}},
	title           = {Online flow size prediction for improved network routing},
	journal         = {2016 {IEEE} 24th {International} {Conference} on {Network} {Protocols} ({ICNP})},
	year            = {2016}
}

@article{pfulb_study_2019,
	author          = {Pfülb, Benedikt and Hardegen, Christoph and Gepperth, Alexander and Rieger, Sebastian},
	title           = {A {Study} of {Deep} {Learning} for {Network} {Traffic} {Data} {Forecasting}},
	journal         = {arXiv:1909.04501 [cs]},
	year            = {2019}
}

@article{hardegen_flow-based_2019,
	author          = {Hardegen, Christoph and Pfulb, Benedikt and Rieger, Sebastian and Gepperth, Alexander and Reismann, Sven},
	title           = {Flow-based {Throughput} {Prediction} using {Deep} {Learning} and {Real}-{World} {Network} {Traffic}},
	journal         = {2019 15th {International} {Conference} on {Network} and {Service} {Management} ({CNSM})},
	year            = {2019}
}

@article{hardegen_predicting_2020,
	author          = {Hardegen, Christoph and Pfulb, Benedikt and Rieger, Sebastian and Gepperth, Alexander},
	title           = {Predicting {Network} {Flow} {Characteristics} {Using} {Deep} {Learning} and {Real}-{World} {Network} {Traffic}},
	journal         = {IEEE Trans. Netw. Serv. Manage.},
	year            = {2020}
}

@article{malik_intelligent_2020,
    author          = {Malik, Ali and de Fr{\'e}in, Ruair{\'\i} and Al-Zeyadi, Mohammed and Andreu-Perez, Javier},
	title           = {Intelligent {SDN} {Traffic} {Classification} using {Deep} {Learning}: {Deep-SDN}},
    journal         = {2020 2nd International Conference on Computer Communication and the Internet (ICCCI)},
	language        = {en},
	year            = {2020}
}

@article{yahyaoui_using_2020,
	author          = {Yahyaoui, Haythem and Aidi, Saifeddine and Zhani, Mohamed Faten},
	title           = {On {Using} {Flow} {Classification} to {Optimize} {Traffic} {Routing} in {SDN} {Networks}},
	journal       = {2020 {IEEE} 17th {Annual} {Consumer} {Communications} \& {Networking} {Conference} ({CCNC})},
	year            = {2020}
}

@article{lazarescu_2004_using,
    author          = {Lazarescu, Mihai M and Venkatesh, Svetha and Bui, Hung H},
    title           = {Using multiple windows to track concept drift},
    journal         = {Intelligent data analysis},
    year            = {2004}
}

@article{lu_learning_2018,
	author          = {Lu, Jie and Liu, Anjin and Dong, Fan and Gu, Feng and Gama, Joao and Zhang, Guangquan},
	title           = {Learning under {Concept} {Drift}: {A} {Review}},
	journal         = {IEEE Trans. Knowl. Data Eng.},
	year            = {2018}
}

@article{khamassi_discussion_2018,
	author          = {Khamassi, Imen and Sayed-Mouchaweh, Moamar and Hammami, Moez and Ghédira, Khaled},
	title           = {Discussion and review on evolving data streams and concept drift adapting},
	journal         = {Evolving Systems},
	year            = {2018}
}

@article{krawczyk_ensemble_2017,
	author          = {Krawczyk, Bartosz and Minku, Leandro L. and Gama, João and Stefanowski, Jerzy and Woźniak, Michał},
	title           = {Ensemble learning for data stream analysis: {A} survey},
	journal         = {Information Fusion},
	year            = {2017}
}

@article{li_multi-window_2017,
	author          = {Li, Hu and Wang, Ye and Wang, Hua and Zhou, Bin},
	title           = {Multi-window based ensemble learning for classification of imbalanced streaming data},
	journal         = {World Wide Web},
	year            = {2017}
}

@article{mirsky_kitsune_2018,
	author          = {Mirsky, Yisroel and Doitshman, Tomer and Elovici, Yuval and Shabtai, Asaf},
	title           = {Kitsune: {An} {Ensemble} of {Autoencoders} for {Online} {Network} {Intrusion} {Detection}},
	journal         = {arXiv:1802.09089 [cs]},
	year            = {2018}
}

@article{kreutz_sdn,
    author          = {Kreutz, Diego and Ramos, Fernando M. V. and Veríssimo, Paulo Esteves and Rothenberg, Christian Esteve and Azodolmolky, Siamak and Uhlig, Steve},
    journal         = {Proceedings of the IEEE}, 
    title           = {Software-Defined Networking: A Comprehensive Survey},
    year            = {2015}
}

@article{gama_concept_drift,
  title             = {A survey on concept drift adaptation},
  author            = {Gama, Jo{\~a}o and Žliobaitė, Indr{\.e} and Bifet, Albert and Pechenizkiy, Mykola and Bouchachia, Abdelhamid},
  journal           = {ACM Computing Surveys (CSUR)},
  year              = {2014}
}

@article{lu_concept_drift,
    author          = {Lu, Jie and Liu, Anjin and Dong, Fan and Gu, Feng and Gama, Joao and Zhang, Guangquan},
    title           = {Learning under Concept Drift: {A} Review},
    journal         = {CoRR},
    year            = {2020}
}

@article{ade_incremental_learning,
    author          = {R.R, Ade and {P. R}, Deshmukh},
    year            = {2013},
    title           = {Methods for Incremental Learning : A Survey},
    journal         = {International Journal of Data Mining {\&} Knowledge Management Process}
}

@article{sage_ensemble_learning,
    author          = {Sagi, Omer and Rokach, Lior},
    year            = {2018},
    title           = {Ensemble learning: A survey},
    journal         = {WIREs Data Mining and Knowledge Discovery}
}

@misc{rfc3954,
    author          = {Claise, Benoît},
	title           = {{Cisco Systems NetFlow Services Export Version 9}},
	series          = {Request for Comments},
	number          = {3954},
	howpublished    = {\url{https://rfc-editor.org/rfc/rfc3954.txt}},
	note            = {Accessed: 2021-03-11},
	year            = {2004},
}

@article{benson_network_2010,
	author          = {Benson, Theophilus and Akella, Aditya and Maltz, David A.},
	title           = {Network traffic characteristics of data centers in the wild},
	journal         = {Proceedings of the 10th annual conference on {Internet} measurement - {IMC} '10},
	year            = {2010}
}

@article{MCC_1989,
	title           = {Catastrophic {Interference} in {Connectionist} {Networks}: {The} {Sequential} {Learning} {Problem}},
	journal         = {Psychology of {Learning} and {Motivation}},
	author          = {McCloskey, Michael and Cohen, Neal J.},
	year            = {1989}
}

@article{RAT_1990,
	author          = {Ratcliff, Roger},
	title           = {Connectionist models of recognition memory: Constraints imposed by learning and forgetting functions.},
	journal         = {Psychological Review},
	year            = 1990
}

@article{wolpert1992stacked,
    title           = {Stacked generalization},
    author          = {Wolpert, David H},
    journal         = {Neural networks},
    year            = {1992},
}

@article{boutaba2018comprehensive,
    title           = {A comprehensive survey on machine learning for networking: evolution, applications and research opportunities},
    author          = {Boutaba, Raouf and Salahuddin, Mohammad A and Limam, Noura and Ayoubi, Sara and Shahriar, Nashid and Estrada-Solano, Felipe and Caicedo, Oscar M},
    journal         = {Journal of Internet Services and Applications},
    year            = {2018},
}

@article{fadlullah2017state,
    title           = {State-of-the-art deep learning: Evolving machine intelligence toward tomorrow’s intelligent network traffic control systems},
    author          = {Fadlullah, Zubair Md and Tang, Fengxiao and Mao, Bomin and Kato, Nei and Akashi, Osamu and Inoue, Takeru and Mizutani, Kimihiro},
    journal         = {IEEE Communications Surveys \& Tutorials},
    year            = {2017}
}